{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eggbox"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's set up some environmental dependencies. These just make the numerics easier and adjust some of the plotting defaults to make things more legible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python 3 compatability\n",
    "from __future__ import division, print_function\n",
    "from six.moves import range\n",
    "\n",
    "# system functions that are always useful to have\n",
    "import time, sys, os\n",
    "\n",
    "# basic numeric setup\n",
    "import numpy as np\n",
    "\n",
    "# inline plotting\n",
    "%matplotlib inline\n",
    "\n",
    "# plotting\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# seed the random number generator\n",
    "np.random.seed(736109)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# re-defining plotting defaults\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'xtick.major.pad': '7.0'})\n",
    "rcParams.update({'xtick.major.size': '7.5'})\n",
    "rcParams.update({'xtick.major.width': '1.5'})\n",
    "rcParams.update({'xtick.minor.pad': '7.0'})\n",
    "rcParams.update({'xtick.minor.size': '3.5'})\n",
    "rcParams.update({'xtick.minor.width': '1.0'})\n",
    "rcParams.update({'ytick.major.pad': '7.0'})\n",
    "rcParams.update({'ytick.major.size': '7.5'})\n",
    "rcParams.update({'ytick.major.width': '1.5'})\n",
    "rcParams.update({'ytick.minor.pad': '7.0'})\n",
    "rcParams.update({'ytick.minor.size': '3.5'})\n",
    "rcParams.update({'ytick.minor.width': '1.0'})\n",
    "rcParams.update({'font.size': 30})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dynesty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The \"Eggbox\" likelihood is a helpful case that demonstrate Nested Sampling's ability to properly sample/integrate over multi-modal distributions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define the eggbox log-likelihood\n",
    "tmax = 5.0 * np.pi\n",
    "def loglike(x):\n",
    "    t = 2.0 * tmax * x - tmax\n",
    "    return (2.0 + np.cos(t[0] / 2.0) * np.cos(t[1] / 2.0)) ** 5.0\n",
    "\n",
    "# define the prior transform\n",
    "def prior_transform(x):\n",
    "    return x\n",
    "\n",
    "# plot the log-likelihood surface\n",
    "plt.figure(figsize=(10., 10.))\n",
    "axes = plt.axes(aspect=1)\n",
    "xx, yy = np.meshgrid(np.linspace(0., 1., 50),\n",
    "                     np.linspace(0., 1., 50))\n",
    "L = loglike(np.array([xx, yy]))\n",
    "axes.contourf(xx, yy, L, 50, cmap=plt.cm.Purples_r)\n",
    "plt.title('Log-Likelihood Surface')\n",
    "plt.xlabel(r'$x$')\n",
    "plt.ylabel(r'$y$')\n",
    "\n",
    "# ln(evidence)\n",
    "lnz_truth = 235.88"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's sample from this distribution using multi-ellipsoidal decomposition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "dsampler = dynesty.DynamicNestedSampler(loglike, prior_transform, ndim=2,\n",
    "                                        bound='multi', sample='unif')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first start by sampling with a focus on deriving the evidence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 14160 | batch: 2 | bound: 24 | nc: 1 | ncall: 70539 | eff(%): 20.074 | loglstar:   -inf < 242.995 < 241.904 | logz: 235.849 +/-  0.078 | stop:  0.845                                           \n"
     ]
    }
   ],
   "source": [
    "dsampler.run_nested(dlogz_init=0.01, nlive_init=500, nlive_batch=500,\n",
    "                    wt_kwargs={'pfrac': 0.0}, stop_kwargs={'pfrac': 0.0})\n",
    "dres_z = dsampler.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's add samples with a focus on deriving the posterior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 18740 | batch: 10 | bound: 51 | nc: 1 | ncall: 50842 | eff(%): 36.859 | loglstar: 238.141 < 242.999 < 242.706 | logz: 236.006 +/-  0.109 | stop:  0.995                                         \n"
     ]
    }
   ],
   "source": [
    "dsampler.reset()\n",
    "dsampler.run_nested(dlogz_init=0.01, nlive_init=500, nlive_batch=500,\n",
    "                    wt_kwargs={'pfrac': 1.0}, stop_kwargs={'pfrac': 1.0})\n",
    "dres_p = dsampler.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's switch to using `'balls'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 18259 | batch: 3 | bound: 31 | nc: 1 | ncall: 92456 | eff(%): 19.749 | loglstar:   -inf < 242.998 < 241.707 | logz: 235.804 +/-  0.064 | stop:  0.826                                           \n"
     ]
    }
   ],
   "source": [
    "dsampler = dynesty.DynamicNestedSampler(loglike, prior_transform, ndim=2,\n",
    "                                        bound='balls', sample='unif')\n",
    "dsampler.run_nested(dlogz_init=0.01, nlive_init=500, nlive_batch=500,\n",
    "                    wt_kwargs={'pfrac': 0.0}, stop_kwargs={'pfrac': 0.0})\n",
    "dres_z2 = dsampler.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how we did."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dynesty import plotting as dyplot\n",
    "\n",
    "fig, axes = dyplot.runplot(dres_z, color='blue')\n",
    "fig, axes = dyplot.runplot(dres_z2, color='red', lnz_truth=lnz_truth,\n",
    "                           truth_color='black', fig=(fig, axes))\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = dyplot.cornerplot(dres_p, quantiles=None, color='darkviolet',\n",
    "                              span=[[0, 1], [0, 1]],\n",
    "                              fig=plt.subplots(2, 2, figsize=(10, 10)))"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
